{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 导入必要的库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### matplotlib是一个数据绘图库，可以将枯燥的数据转换成容易接收信息的图表\n",
    "#### 我们来了解下一幅matplotlib图像的组成结构\n",
    "+ 第一层：canvas 类似画板\n",
    "+ 第二层：figure 类似画布（或理解为画图区域）\n",
    "+ 第三层：axes 子图（或理解为坐标系）\n",
    "+ 第四层：各类图表信息，包括：xaxis（x轴），yaxis（y轴），title（标题），legend（图例），grid（网格线），spines（边框线）,data（数据）等等\n",
    "#### 所以，\n",
    "+ canvas位于最底层，当我们导入matplotlib库的时候就已经存在了，我们不需要多管这个\n",
    "+ figure建立在canvas之上，从这里就需要我们开始操作了\n",
    "+ axes建立在figure之上\n",
    "+ 图形以及坐标轴、图例等信息都是建立在Axes之上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np # 用来生成绘图数据"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "+ NumPy系统是Python的一种开源的数值计算扩展。这种工具可用来存储和处理大型矩阵，比Python自身的嵌套列表(nested list structure)结构要高效的多(该结构也可以用来表示矩阵(matrix))。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x =['-x刻度1','x刻度2',-3,4,5,-6,'-x刻度7','-x刻度8',9,10]\n",
    "y = np.random.random(10)*20 #生成10个 0~20 之间的随机数\n",
    "\n",
    "#根据x和y画图\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### x =['-x刻度1','x刻度2',-3,4,5,-6,'-x刻度7','-x刻度8',9,10] \n",
    "+这个列表里每个元素代表x轴的一个刻度\n",
    "### y = np.random.random(10)*20  \n",
    "+ np.random.random(10) # 生成10个 0~20 之间的随机数\n",
    "+ np.random.random(10)*20 # 生成10个 0~20 之间的随机数,然后乘以20，变成0~20之间的数\n",
    "\n",
    "### x轴不能显示中文\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 正常显示中文标签，包括：xaxis（x轴），yaxis（y轴），title（标题），legend（图例）\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "#根据x和y画图\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plt.rcParams['font.sans-serif']=['Microsoft YaHei','SimHei']\n",
    "+ 宋体，仿宋，新宋体，黑体，楷体。windows路径C:\\Windows\\Fonts ，选中右键属性可以查看英文名字，只能windows,其他系统没试过"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plt.rcParams['axes.unicode_minus']=False\n",
    "+ 有时候x轴或者y轴刻度负号不能显示，默认参数plt.rcParams['axes.unicode_minus']=True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['axes.labelsize']=20\n",
    "#根据x和y画图\n",
    "plt.plot(x,y)\n",
    "\n",
    "plt.xlabel('我是x轴')\n",
    "plt.ylabel('我是y轴')\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plt.rcParams['axes.labelsize']=20\n",
    "+ 控制x和y轴的标签大小为20像素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['xtick.labelsize']=12\n",
    "plt.rcParams['ytick.labelsize']=12\n",
    "#根据x和y画图\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plt.rcParams['xtick.labelsize']=12\n",
    "### plt.rcParams['ytick.labelsize']=12\n",
    "+ 控制x和y轴刻度大小"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['legend.fontsize']=14\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "plt.legend()\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 在 plot 的时候指定 label，然后调用 legend 方法可以绘制图例。\n",
    "+ 控制图例大小为14像素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['lines.linewidth']=17.5\n",
    "\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置关键参数 lines.linewidth 可以改变线的粗细，其值为浮点数。\n",
    "+ 控制线的粗细为17.5像素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.figsize']=[12,8]\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### plt.rcParams['figure.figsize']=[12,8]\n",
    "+ 把图设置为12*8 大小"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 倒入模块就设置全局参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# 正常显示中文标签\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "# 用来正常显示负号\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "# 刻度大小\n",
    "plt.rcParams['axes.labelsize']=16\n",
    "# 线的粗细\n",
    "plt.rcParams['lines.linewidth']=17.5\n",
    "# x轴标签大小\n",
    "plt.rcParams['xtick.labelsize']=14\n",
    "# y轴标签大小\n",
    "plt.rcParams['ytick.labelsize']=14\n",
    "#图例大小\n",
    "plt.rcParams['legend.fontsize']=14\n",
    "# 图大小\n",
    "plt.rcParams['figure.figsize']=[12,8]\n",
    "\n",
    "plt.xlabel('我是x轴')\n",
    "plt.ylabel('我是y轴')\n",
    "#设置绘图标题\n",
    "plt.title('Matplotlib绘图基础常用设置')\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "plt.legend()\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 另一种参数设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params={\n",
    "    'axes.labelsize': '16',       \n",
    "    'xtick.labelsize':'14',\n",
    "    'ytick.labelsize':'14',\n",
    "    'lines.linewidth':17.5 ,\n",
    "    'legend.fontsize': '14',\n",
    "    'figure.figsize'   : '12, 8'}\n",
    "plt.rcParams.update(params)\n",
    "\n",
    "plt.xlabel('我是x轴')\n",
    "plt.ylabel('我是y轴')\n",
    "#设置绘图标题\n",
    "plt.title('Matplotlib绘图基础常用设置')\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "plt.legend()\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"ggplot\")\n",
    "\n",
    "plt.xlabel('我是x轴')\n",
    "plt.ylabel('我是y轴')\n",
    "#设置绘图标题\n",
    "plt.title('Matplotlib绘图基础常用设置')\n",
    "#根据x和y画图\n",
    "plt.plot(x,y,label='我是图例')\n",
    "#显示图例\n",
    "plt.legend()\n",
    "# 显示图形   \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## plt.style.use(\"ggplot\") \n",
    "+ 样式美化(matplotlib.pyplot.style.use),定制画布风格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['bmh', 'classic', 'dark_background', 'fast', 'fivethirtyeight', 'ggplot', 'grayscale', 'seaborn-bright', 'seaborn-colorblind', 'seaborn-dark-palette', 'seaborn-dark', 'seaborn-darkgrid', 'seaborn-deep', 'seaborn-muted', 'seaborn-notebook', 'seaborn-paper', 'seaborn-pastel', 'seaborn-poster', 'seaborn-talk', 'seaborn-ticks', 'seaborn-white', 'seaborn-whitegrid', 'seaborn', 'Solarize_Light2', 'tableau-colorblind10', '_classic_test']\n"
     ]
    }
   ],
   "source": [
    "# 获取所有的自带样式  \n",
    "print(plt.style.available)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
